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Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

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Showing 2401–2450 of 5335 papers

TitleStatusHype
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation—0
CoSMo: A constructor specification language for Abstract Wikipedia's content selection process—0
Automatic coding of students' writing via Contrastive Representation Learning in the Wasserstein space—0
Automatic Arabic Dialect Identification Systems for Written Texts: A Survey—0
Hiring Now: A Skill-Aware Multi-Attention Model for Job Posting Generation—0
How well can machine-generated texts be identified and can language models be trained to avoid identification?—0
A Training-free Sub-quadratic Cost Transformer Model Serving Framework With Hierarchically Pruned Attention—0
Correction of Errors in Preference Ratings from Automated Metrics for Text Generation—0
A Multimodal Corpus of Rapid Dialogue Games—0
Input-Tuning: Adapting Unfamiliar Inputs to Frozen Pretrained Models—0
A distributed cloud-based dialog system for conversational application development—0
Human Bias in the Face of AI: The Role of Human Judgement in AI Generated Text Evaluation—0
Creating Arabic LLM Prompts at Scale—0
Human Evaluation of Creative NLG Systems: An Interdisciplinary Survey on Recent Papers—0
Input Reconstruction Attack against Vertical Federated Large Language Models—0
Human-like Natural Language Generation Using Monte Carlo Tree Search—0
Integrating Planning into Single-Turn Long-Form Text Generation—0
Human or Machine: Automating Human Likeliness Evaluation of NLG Texts—0
Human Perception in Natural Language Generation—0
HinGE: A Dataset for Generation and Evaluation of Code-Mixed Hinglish Text—0
Hindsight: Posterior-guided training of retrievers for improved open-ended generation—0
Automatic Generation of Citation Texts in Scholarly Papers: A Pilot Study—0
Humor Generation and Detection in Code-Mixed Hindi-English—0
HumT DumT: Measuring and controlling human-like language in LLMs—0
Correcting prepositional phrase attachments using multimodal corpora—0
Hindi Dependency Parsing using a combined model of Malt and MST—0
Hybrid Models for Lexical Acquisition of Correlated Styles—0
Hybrid Semantics for Goal-Directed Natural Language Generation—0
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications—0
Creative Writing with an AI-Powered Writing Assistant: Perspectives from Professional Writers—0
High Recall Data-to-text Generation with Progressive Edit—0
Corpus-based Referring Expressions Generation—0
Identification and Disambiguation of Lexical Cues of Rhetorical Relations across Different Text Genres—0
Identifying and Manipulating the Personality Traits of Language Models—0
Automatic Answerability Evaluation for Question Generation—0
Identifying Fairness Issues in Automatically Generated Testing Content—0
Identifying Sensible Lexical Relations in Generated Stories—0
Identity-related Speech Suppression in Generative AI Content Moderation—0
Corpus-based Interpretation of Instructions in Virtual Environments—0
High probability or low information? The probability–quality paradox in language generation—0
Automatic Interpretation of the English Possessive—0
Igea: a Decoder-Only Language Model for Biomedical Text Generation in Italian—0
IFDID: Information Filter upon Diversity-Improved Decoding for Diversity-Faithfulness Tradeoff in NLG—0
IGOT: Information Gain Optimized Tokenizer on Domain Adaptive Pretraining—0
IITB System for CoNLL 2013 Shared Task: A Hybrid Approach to Grammatical Error Correction—0
HiGen: Hierarchy-Aware Sequence Generation for Hierarchical Text Classification—0
Automatic and Human-AI Interactive Text Generation—0
Image Based Review Text Generation with Emotional Guidance—0
A Multi-layer Annotated Corpus of Argumentative Text: From Argument Schemes to Discourse Relations—0
Information Gravity: A Field-Theoretic Model for Token Selection in Large Language Models—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified